{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PyFVCOM plotting tools examples\n",
    "\n",
    "Here, we demonstrate plotting in three different dimensions: horizontal space, vertical space and time.\n",
    "\n",
    "First we load some model output into an object which can be passed to a number of plotting objects. These objects have methods for plotting different aspects of the data.\n",
    "\n",
    "For the horizontal plots, we plot the sea surface elevation across the model domain at a given time.\n",
    "For the vertical plots, we take a transect through the water column temperature data and plot it.\n",
    "For the time plots, we plot both a simple surface elevation time series and a time-varying water column temperature plot.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Load an FVCOM model output and plot a surface.\n",
    "from PyFVCOM.read import FileReader\n",
    "from PyFVCOM.plot import Plotter, Time, Depth\n",
    "from PyFVCOM.tide import make_water_column\n",
    "from cmocean import cm\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Create an object which holds the model outputs. We're only loading\n",
    "# surface elevation and temperature for the first 200 time steps.\n",
    "fvcom = FileReader('sample.nc', dims={'time': range(200)}, variables=['zeta', 'temp'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7febce335be0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0Wi3FxcVERETg5eVVp2udRZZl1q9fz/Dhw/n000+vS/qFQCBoXrRI8XPG67Mr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7febce3804a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a plot of the surface elevation.\n",
    "plot = Plotter(fvcom,\n",
    "               figsize=(20, 20),\n",
    "               res='i',\n",
    "               tick_inc=(4, 2),\n",
    "               cb_label='{} ({})'.format(fvcom.atts.zeta.long_name,\n",
    "                                         fvcom.atts.zeta.units),\n",
    "               cmap=cm.balance)\n",
    "plot.plot_field(fvcom.data.zeta[5, :])\n",
    "plot.axes.set_title(fvcom.time.datetime[5].strftime('%Y-%m-%d %H:%M:%S'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+BUyQ9HqCsVt+FXXjkq1azOwSM5sC/D8zm2pmU8JplpldUHu6EyZH4vLSXHLl\nLNrknKuPnKmqqcV9CtgDrALOJei19KKoG0cparlQ0t8QjGxnwB/M7BcjSOh+JF0M/BOwJX8cM/tt\nuOwC4INABjjXzG6t9Xijpljwkax+Y5xzzlUpKXF8WKyyzMzeB3x7JPuIckv8JvDPwErgUeCfJX1z\nJAcr4j/NbEk45YOOYwiG8D0GeAvwLSnmo1PkikzOOefGjKypqqkYSVdI2izpkSLLPikpJ2lmiW1/\nI6lL0k3D5i+T9IykFZIelFS2qwwLRu9bJKk9+tnvL0qOxxuAY8JhcJF0FfDYSA84TLFP9+3AdWaW\nAZ6TtJqC2rOJ4cGHcy5RSv2oJS3Ld2Q/3nUqulwGfB24unBm2KfGycCaMtteCkwEzi6y7BNm9vMq\n0vE08AdJNwKDfXeY2eVRNo5yRfwZWFDw/tBwXj18WNJDkv5b0rRw3nz27/99fTjPOedc7BTL8i01\nNVNj02ioqqnoPszuArqKLLoMOK/s8c3uAPaWWFxtdPg8cBtBIDOnYIokSo7HFOAJSfcRFFMtBR7I\nZ9eY2dtKbSjpNuCgwlnhPi4i6Gzk383MJH0e+CrBcLvFPvHRLR4rDE1T8S7lcfXX6Iux2I+OElNC\n7Fw51dzYo94rmx3QBBrVc6mk04C1ZrayhloJn5f0fwkqiZ5vZgPlVjaz/zvSA0G0wOPfRrpzMzsl\n4qrfB34Zvl5HkKuS1wlsKLXhF7/25ODrk06cxUknzq4ylRUUyx9rwWDEahj50Dvsan1R/kcenLix\npVhAMXpBRq57N9azO/r6Dfh6SuogeJAvvNdW+4N+vpltDutsfB/4NPD5Cse9jSLPYGZ2apQDVgw8\nzOxOSYcR9Ml+e3iibWa2J8oBSpE0z8w2hW//hqDiKsBNwDWSLiMoYjkCuK/Ufi786FG1JGNkil5B\nfvN2zVUpOPHAxLn6SU2cChOnDr7P7Fhfdv1K374nNz/NU1ueqTYZhwMLgYfDRhidwHJJS81sS9kt\n8+ky2xz+HZC0DPhEhM0+U/B6AvC3BGO5RVIx8JD0T8BZwEyCk+wEvgO8MepBSrhU0ksJQtTnCCu8\nmNnjkq4HHgcGgHPyFVudcyPnOVvONU+lvjmOnHsER849YvD9rx67vdSqCifM7FFg3uAC6VlgiZkV\nqwey37YF28wzs01h4PIOhjIBSjKz4Y097pQUuQFIlKKWD7N/n+yrq+mTvZSwDXCpZZcAl9R6DOec\nG0uG9xIPk8aRAAAgAElEQVSbSlyLkviqR1GLpGuB1wGzJD0PXGxmywpWMcLAQtLxwNlmdlb4/vfA\nUcDkcNsPmdltBCUMs8PtHiLoPqNSOqYWvE0RDKMyI+p5RAk8+ob1yd5GcvpCcc65xKpXd/UewNQu\nV4ccRzM7o8LyRQWvlxOUVuTfv6bENiMpvXiMoSAnAzxL0CFoJFECjzsl5cdsOQU4h6GKoM455xLO\nx9upXcIqDCwa3vIlzJSIJEoYez6wlaDn0rOBm9m/YolzNWvU+CBm9Z9c6zNT1ZNzjVSPnktbSLH6\nHCUbgQwXpVVLTtIvgF+Y2dZqUuZcng845lpdPYKP/HXegi3uXZMl4ScwrN95MEEJyIsZqqg6laAz\nsUhKBh5hDdeLgY+EO5ekLPB1M/v3kSa87nLm3/IW4gGGc5W/B/6TNfYk5LfxLwkGcO0k6AQ0bw8Q\nuVOxcjkeHwVeBbzczJ4FkLQI+Lakj5nZZVUnuVES8h91zo0NHpiMPUlozh62oFkm6XQzu36k+ykX\neLwPOMXMthUc9BlJ7wFuJegb3jnnXJ15YJI82QQ9H5vZ9ZLeBPwFQQdi+flfjLJ9ucCjvTDoKNjx\n1lqGw3XOOVcbz+SNnyRVYJb0LWA68BqCEXP/Frgn6vblWrX0j3CZq5LXqnfOuWSrZozeGDRefnXY\np8j2cMC4EwiGN4mkXI7HsZKKjYAjCrJWXP0UCz4kf7Rxzrm4q9Rlesz05v9KmgdsBw6JunHJwMPM\n0jUmzNXB8GDEAxHnnIufhBWP3SxpOvAVgm7Ws8BVUTeO3NOYaw2eK+Kcc/GTlM4HJaWA35jZTuAn\nkn4FdJjZjqj78MAjAbx+iBst9RhvwrmxKAa9kUYSdir6XeCl4fseoKeafTR15B9J/yJplaSVkr5U\nMP8CSaslPSHp1Gam0bkkyqERTc65kbEqpxZ3h6S3j3TjpuV4SHodcBrwIjPLhMPyIukY4HTgGILe\n0W6XdKRZUjKqnHPOjTUJq1z6AeBcSX0EuR0CzMxmRtm4mTke/wf4kpllAAr6DHk7cJ2ZZczsOWA1\nsLQ5SXTOOedqV4/BKCVdIWmzpEeKLPukpJykojd/Sb+R1CXppmHzF0q6R9KTkn4UcZTZ2UA7MBmY\nE76fE2E7oLmBx2LgNeEJ3yHp+HD+fGBtwXrrw3nOOedcLNVpdNplwJuGz5TUCZwMrCmThEuB9xSZ\n/2Xgq2Z2FLAT+FClczGzLPBO4NPh64MJ63xE0dDAQ9Jtkh4pmFaGf99GUMwz3cxOBD4F/CS/WZFd\neTHLGJKz2ic3dmSVO2Byo8/I7jclmuUOnCptUuVUdB9mdwFdRRZdBpxX9vhmdwB7iyx6A/Cz8PVV\nwF+X2w+ApG8ArwfeG87qBr5Tabu8htbxMLNTSi2T9M/ADeF690vKSpoFrAMWFKzaCWwotZ8v/tdT\ng69POmEWJ504q9ZkuwTw4CO+PHBIhijBh2jR7qIiBBK57t1Yz57ou2zQb5Kk04C1ZrYyGFS+qm1n\nAV1mgye8jmgdgb3SzJZIWgFgZjskjYt63GY2p/0F8Ebg95IWA+PMbHtY/nSNpP8kKGI5Ariv1E4u\nPHdx5SPlrPGjKuUvqibVH0rCyIcumTyQcKU0LTiJEFhUkpo4FSZOHXyf6Sr5fAxUbk67dvtq1u1Y\nXVUaJHUAFwGFD/nV3AxGWsIwEPbnYWE6ZlFFT+/NDDyWAT+QtBLoIxgNFzN7XNL1wOPAAHBOXVq0\nFD4CNzIIGZ5Sjwecc27ERhSc1CGwqLdK/S11zlxM58yhB+l7nv5NlN0eDiwEHlaQ3dEJLJe01My2\nVE6TbZM0XVIqzPUoW8JQ4JsExTNzJH2OoCXq56IkGJoYeJjZAEPlQ8OXXQJc0rCDj1YQAvsHIh6E\nOOdc3Q0GJy0YcOTVMWUKJ8zsUWDe4ALpWWCJmRWrB7LftgXuIKgo+mPg/cCNlRJgZldLWk5QoRXg\nnWFaImlqB2ItYTRrI8ashxjnnHP1UafmtNcCfwQWS3pe0pnDD0MYWEg6XtL3Crb9PUFw8YZw23zx\nzPnAxyU9BcwEroh4SmmCUol+qowlvMv0vGbURvTgwzlXR7kyxRKpVq3IOUbUo8v0cCj6cssXFbxe\nDpxV8P41JbZ5lmBY+8gkXQScAfycINC5VtI1YWlFRR54FFMsIPBiEudcjJULSirxoKV2CRtT633A\ncWbWDSDpC8AKIlaR8MAjKq806kbJaDTCcq4atQQtLpCwJv4b2T9+aAvnReKBx0gl6CIaXunJK/40\nX7kfKQ9KWlcu/GFI+ZOJGyZhY7XsAB6TdAvB3fBU4P6wGwzM7OPlNvbAwx2gdeuFO/CgJA5yZZ5M\nPCgZmxIWePw6nPLuqWZjDzycSxAPSlqfByVjU4IyyTGzqC1fivLAw7kxImFlzInkQUlyZXPJ+f9J\nejPwH8BhBHGEADOzoiPjDueBh3POxUCpoMQDknhI2LAW3yDorXQlIyid98DDOedirFwuiWsdCctx\nXAc8VDC4XFU88HCuSsXa40vJ+lWJu1I/8l7PxTVLwvrx+BTwS0m/IxhrDQAzuzzKxh54uKZIWLZj\n0n5UEqueT50exLhq1KPn0hbyOYLu0qfjRS2u1SQtwHAuL2FZ567BEna9HGpmLxrpxk3rK0rSdZIe\nDKdnJT1YsOwCSaslPSHp1Gal0VXP0H6Tc865A38bK00t7hZJbxjpxk3L8TCzd+VfS/oKsDN8fQxB\nbdljgE7gdklHmpUar88555xrbdlk9cz4QeBjkroJRqetqjltq/SOfTpwbfj67cB1ZpYxs+eA1cDS\nZiXMOeecq1UOVTUVI+kKSZslPVJk2Scl5SQVvflLer+kpyQ9Kel9BfPvkLRK0oqwBGJ2hNOZDbQD\n04A54fs5EbYDWiDwkHQSsMnMnglnzQfWFqyyPpyXWGbyyonOOZdgOatuKmEZ8KbhMyV1AicDa4pt\nJGkG8G/Ay4ETgIslTStY5d1mdpyZLTGzbZXOxcyywDuBT4evDwZeWmm7vIYGHpJuk/RIwbQy/Hta\nwWrvBn5UuFmRXY2JYpZ8AOKBiHPOJcvw3/dKU/F92F1AV5FFlwHnlTn8m4BbzWyXme0EbgXeXLC8\nqlhA0jeA1wPvDWd1A9+Jun1D63iY2SnllktKA38DLCmYvQ44tOB9J7Ch1D6++F9PDb4+6YRZnHTi\nrBGltRUNv/i8r4jqxaCSlhuBnA9l6Jos170b69kTef1Mg36+wwf5tWa2Uir5e1epJOEHkrLADWb2\n+QiHfaWZLZG0AsDMdkgaFzXNzW5OewrwhJkVBhY3AddIuozggzkCuK/UDi48d3FjU9hCCgMRD0Jc\nEnlA4eIi1TEZOiYPvs90lXw+BihZb6MWkjqAiwjupYOzi61aZF7+JnKGmW2UNAm4QdJ7zOx/Khx6\nQFIqvw9Js6iiP49mBx5/z/7FLJjZ45KuBx4n6KDkHG/RciAvinFx4cGEi62R9QhefFcV7mI7dj/B\njj2rqt3t4cBC4GEF2R2dwHJJS81sS8F664DXFbzvBO4I0mUbw7/7JF1L0JijaOAhqc3MMsA3gZ8B\ncyR9jqCByOeiJrqpgYeZnVl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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7febc8d5de48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a temperature transect between two locations.\n",
    "positions = np.array(((-5, 50), (-4.5, 49.5)))\n",
    "indices, distance = fvcom.horizontal_transect_nodes(positions)\n",
    "plot = Depth(fvcom, figsize=(20, 9), \n",
    "             cb_label='Temperature ({})'.format(fvcom.ds.variables['temp'].units),\n",
    "             cmap=cm.thermal)\n",
    "# fill_seabed makes the part of the plot below the seabed grey.\n",
    "plot.plot_slice(distance / 1000,  # to kilometres from metres\n",
    "                fvcom.grid.siglay_z[:, indices],\n",
    "                fvcom.data.temp[4, :, indices],\n",
    "                fill_seabed=True)\n",
    "plot.axes.set_xlim(right=(distance / 1000).max())  # set the x-axis to the data range\n",
    "plot.axes.set_xlabel('Distance (km)')\n",
    "plot.axes.set_ylabel('Depth (m)')\n",
    "# Save the figure.\n",
    "plot.figure.savefig('temperature_profile.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7febce2bb9e8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SfdFKRcKk7qzJsGHmkb7NNpmPLSbt29sLxsiRcUsSL4lnrZQSvKTjxBO9YFQW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\ndxzHcZwy5f8BSdO0hmAoPkQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7febce2d05f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Do a time series at a specific location.\n",
    "gauge = (-5, 55)  # a sample (lon, lat) position\n",
    "index = fvcom.closest_node(gauge)\n",
    "time = Time(fvcom, figsize=(20, 9), title='{} at {}, {}'.format(fvcom.atts.zeta.long_name,\n",
    "                                                                *gauge))\n",
    "time.plot_line(fvcom.data.zeta[:, index], color='r')\n",
    "time.axes.set_ylabel('{} ({})'.format(fvcom.atts.zeta.long_name,\n",
    "                                      fvcom.atts.zeta.units))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7febc8caa6d8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3g0haDfwxsNHMXi/pGEnHmdm/FKlkEcPj3cANkn6AG50AwMxeUeQA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\n0l8lbZd0ZUo7Q9KTkjZLelTSsSV510jaIWmbpDNLylxdkne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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7febce2c0390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a depth-varying time profile through a water column\n",
    "fvcom = FileReader('sample.nc', variables=['temp', 'zeta'], dims={'time': range(400), 'node': [5000]})\n",
    "time = Time(fvcom, figsize=(20, 9), cb_label='{} ({})'.format(fvcom.atts.temp.long_name,\n",
    "                                                              fvcom.atts.temp.units))\n",
    "z = make_water_column(fvcom.data.zeta, fvcom.grid.h, fvcom.grid.siglay)\n",
    "# fill_seabed makes the part of the plot below the seabed grey.\n",
    "# We need to squeeze the data array since we've only extracted a single\n",
    "# position.\n",
    "time.plot_surface(z, np.squeeze(fvcom.data.temp), fill_seabed=True)\n",
    "time.axes.set_ylabel('Depth (m)')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
